{"id":"W4256444557","doi":"10.1109/jphotov.2019.2919007","title":"IEEE Journal of Photovoltaics","year":2019,"lang":"en","type":"article","venue":"IEEE Journal of Photovoltaics","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Ohio State University","keywords":"Photovoltaics; Computer science; Photovoltaic system; Electrical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00172468,0.000451518,0.001309687,0.000678347,0.0001026716,0.0001205772,0.00106725,0.0004033276,0.0004899409],"category_scores_gemma":[0.0001539356,0.0003435113,0.0008997132,0.0005379008,0.0001060983,0.0006469991,0.00004801621,0.0009578465,0.0000947139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003017671,"about_ca_system_score_gemma":0.00072912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009186703,"about_ca_topic_score_gemma":0.0002670044,"domain_scores_codex":[0.9951254,0.0002391046,0.002338777,0.0002432472,0.001398447,0.0006549899],"domain_scores_gemma":[0.9940798,0.0002606408,0.003102843,0.0005647143,0.001489633,0.0005023877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004262957,0.0002791751,0.002108834,0.0001422751,0.0006288204,0.0005220546,0.0006153097,0.02362642,0.9395502,0.0004220847,0.03044162,0.001236917],"study_design_scores_gemma":[0.003108331,0.001124178,0.0001929473,0.0005442549,0.0001673776,0.002960946,0.0005324384,0.0006579543,0.5696712,0.001014187,0.4195719,0.0004543295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661163,0.002037812,0.001692837,0.00006373994,0.02083666,0.000155021,0.00001225127,0.00002417587,0.00906119],"genre_scores_gemma":[0.986844,0.0008624537,0.001081336,0.0003162296,0.004089441,0.000001797563,0.000001355088,0.000110349,0.006693059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3891302,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017450451081073,"score_gpt":0.2283140221887504,"score_spread":0.2181395176779396,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}